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README.md
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# Solar Transformer
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Please check our paper [Solar Irradiance Forecasting with Transformer model
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](https://www.mdpi.com/2076-3417/12/17/8852) for more details.
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[](https://github.com/markub3327/Solar-Transformer/issues)
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## Paper
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* Vaswani, A.; Shazeer, N.; Parmar, N.; Uszkoreit, J.; Jones, L.; Gomez, A.N.; Kaiser, Ł.; Polosukhin, I. Attention is all you need. Advances in neural information processing systems 2017, 30.
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Solar irradiance + Weather (temperature, humidity, pressure, wind speed, wind direction)
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## Model
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<p align="center">
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<img src="img/Solar_Transformer.png">
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</p>
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## Results
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<p align="center">
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<img src="img/output.png">
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</p>
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----------------------------------
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**Frameworks:** TensorFlow, NumPy, Pandas, WanDB, Seaborn, Matplotlib
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---
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license: mit
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language:
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- en
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metrics:
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- r_squared
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library_name: keras
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---
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# Solar Transformer
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Please check our paper [Solar Irradiance Forecasting with Transformer model
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](https://www.mdpi.com/2076-3417/12/17/8852) for more details.
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## Paper
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* Vaswani, A.; Shazeer, N.; Parmar, N.; Uszkoreit, J.; Jones, L.; Gomez, A.N.; Kaiser, Ł.; Polosukhin, I. Attention is all you need. Advances in neural information processing systems 2017, 30.
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Solar irradiance + Weather (temperature, humidity, pressure, wind speed, wind direction)
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----------------------------------
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**Frameworks:** TensorFlow, NumPy, Pandas, WanDB, Seaborn, Matplotlib
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